Engineering Capstone

The Effect of Covid-19 on Mental Health, an Australian Context

This in my abstract

In [29]:
import pandas as pd
import folium
from folium import IFrame, plugins
from collections import Counter
import json
import base64

state_geo = 'au-states.geojson'
total_dist = Counter(state_data['State'])

m = folium.Map(location=[-33.8, 151.2], zoom_start=3)

folium.Choropleth(
    geo_data=state_geo,
    name="choropleth",
    data=total_dist,
    columns=["State", "DistilBERT_Score"],
    key_on="feature.id",
    fill_color="YlGnBu",
    fill_opacity=0.7,
    line_opacity=0.2,
    legend_name="Distribution of Twitter Tweeets",
).add_to(m)

folium.LayerControl().add_to(m)

folium.plugins.MiniMap().add_to(m)

# Melbourne
encoded = base64.b64encode(open('Images/Mel.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
mel_popup = folium.Popup(iframe, max_width=500)
folium.Circle(
    location=[-37.8136, 144.9631],
    
    radius=50000,
    icon=folium.Icon(icon='pin'),
    popup=mel_popup,
    color='#E980CF',
    fill=True,
    fill_color='#E980CF',
    fill_opacity=0.1
).add_to(m)

# Sydney
encoded = base64.b64encode(open('Images/Syd.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
syd_popup = folium.Popup(iframe, max_width=500)
folium.Circle(
    location=[-33.8688, 151.2093],
    radius=50000,
    popup=syd_popup,
    color='#E980CF',
    fill=True,
    fill_color='#E980CF',
    fill_opacity=0.1
).add_to(m)

# Brisbane
encoded = base64.b64encode(open('Images/Bri.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
bri_popup = folium.Popup(iframe, max_width=500)
folium.Circle(
    location=[-27.4705, 153.0260],
    radius=50000,
    popup=bri_popup,
    color='#E980CF',
    fill=True,
    fill_color='#E980CF',
    fill_opacity=0.1
).add_to(m)

# Perth
encoded = base64.b64encode(open('Images/Per.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
per_popup = folium.Popup(iframe, max_width=500)
folium.Circle(
    location=[-31.9523, 115.8613],
    radius=50000,
    popup=per_popup,
    color='#E980CF',
    fill=True,
    fill_color='#E980CF',
    fill_opacity=0.1
).add_to(m)

# Adelaide
encoded = base64.b64encode(open('Images/Ade.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
ade_popup = folium.Popup(iframe, max_width=500)
folium.Circle(
    location=[-34.9285, 138.6007],
    radius=50000,
    popup=ade_popup,
    color='#E980CF',
    fill=True,
    fill_color='#E980CF',
    fill_opacity=0.1
).add_to(m)

# Gold Coast  
encoded = base64.b64encode(open('Images/Golcoa.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
golcoa_popup = folium.Popup(iframe, max_width=500)
folium.Circle(
    location=[-28.0167, 153.4000],
    radius=50000,
    popup=golcoa_popup,
    color='#E980CF',
    fill=True,
    fill_color='#E980CF',
    fill_opacity=0.1
).add_to(m)

# Newcastle
encoded = base64.b64encode(open('Images/New.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
new_popup = folium.Popup(iframe, max_width=500)
folium.Circle(
    location=[-32.93, 151.75],
    radius=50000,
    popup=new_popup,
    color='#E980CF',
    fill=True,
    fill_color='#E980CF',
    fill_opacity=0.1
).add_to(m)

# Canberra
encoded = base64.b64encode(open('Images/Can.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
Can_popup = folium.Popup(iframe, max_width=500)
folium.Circle(
    location=[-35.2809, 149.1300],
    radius=50000,
    popup=Can_popup,
    color='#E980CF',
    fill=True,
    fill_color='#E980CF',
    fill_opacity=0.1
).add_to(m)

# Sunshine Coast  
encoded = base64.b64encode(open('Images/Suncoa.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
suncoa_popup = folium.Popup(iframe, max_width=500)
folium.Circle(
    location=[-26.6500, 153.0667],
    radius=50000,
    popup=suncoa_popup,
    color='#E980CF',
    fill=True,
    fill_color='#E980CF',
    fill_opacity=0.1
).add_to(m)

# Central Coast  
encoded = base64.b64encode(open('Images/Cencoa.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
cencoa_popup = folium.Popup(iframe, max_width=500)
folium.Circle(
    location=[-33.3208, 151.2336],
    radius=50000,
    popup=cencoa_popup,
    color='#E980CF',
    fill=True,
    fill_color='#E980CF',
    fill_opacity=0.1
).add_to(m)

# Wollongong
encoded = base64.b64encode(open('Images/Wol.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
wol_popup = folium.Popup(iframe, max_width=500)
folium.Circle(
    location=[-34.4248, 150.8931],
    radius=50000,
    popup=wol_popup,
    color='#E980CF',
    fill=True,
    fill_color='#E980CF',
    fill_opacity=0.1
).add_to(m)

# Geelong
encoded = base64.b64encode(open('Images/Gee.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
gee_popup = folium.Popup(iframe, max_width=500)
folium.Circle(
    location=[-38.1499, 144.3617],
    radius=50000,
    popup=gee_popup,
    color='#E980CF',
    fill=True,
    fill_color='#E980CF',
    fill_opacity=0.1
).add_to(m)

# Hobart
encoded = base64.b64encode(open('Images/Hob.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
hob_popup = folium.Popup(iframe, max_width=500)
folium.Circle(
    location=[-42.8826, 147.3257],
    radius=50000,
    popup=hob_popup,
    color='#E980CF',
    fill=True,
    fill_color='#E980CF',
    fill_opacity=0.1
).add_to(m)

# Townsville
encoded = base64.b64encode(open('Images/Tow.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
tow_popup = folium.Popup(iframe, max_width=500)
folium.Circle(
    location=[-19.2590, 146.8169],
    radius=50000,
    popup=tow_popup,
    color='#E980CF',
    fill=True,
    fill_color='#E980CF',
    fill_opacity=0.1
).add_to(m)

# Cairns
encoded = base64.b64encode(open('Images/Cai.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
cai_popup = folium.Popup(iframe, max_width=500)
folium.Circle(
    location=[-16.9203, 145.7710],
    radius=50000,
    popup=cai_popup,
    color='#E980CF',
    fill=True,
    fill_color='#E980CF',
    fill_opacity=0.1
).add_to(m)

# Toowoomba
encoded = base64.b64encode(open('Images/Too.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
too_popup = folium.Popup(iframe, max_width=500)
folium.Circle(
    location=[-27.5598, 151.9507],
    radius=50000,
    popup=too_popup,
    color='#E980CF',
    fill=True,
    fill_color='#E980CF',
    fill_opacity=0.1
).add_to(m)

# Darwin
encoded = base64.b64encode(open('Images/Dar.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
dar_popup = folium.Popup(iframe, max_width=500)
folium.Circle(
    location=[-12.4637, 130.8444],
    radius=50000,
    popup=dar_popup,
    color='#E980CF',
    fill=True,
    fill_color='#E980CF',
    fill_opacity=0.1
).add_to(m)

# Ballarat
encoded = base64.b64encode(open('Images/Bal.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
bal_popup = folium.Popup(iframe, max_width=500)
folium.Circle(
    location=[-37.5622, 143.8503],
    radius=50000,
    popup=bal_popup,
    color='#E980CF',
    fill=True,
    fill_color='#E980CF',
    fill_opacity=0.1
).add_to(m)

# Bendigo
encoded = base64.b64encode(open('Images/Ben.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
ben_popup = folium.Popup(iframe, max_width=500)
folium.Circle(
    location=[-36.7570, 144.2794],
    radius=50000,
    popup=ben_popup,
    color='#E980CF',
    fill=True,
    fill_color='#E980CF',
    fill_opacity=0.1
).add_to(m)

m
Out[29]:
Make this Notebook Trusted to load map: File -> Trust Notebook
In [30]:
import pandas as pd
import folium
from folium import IFrame, plugins
from collections import Counter
import json
import base64

state_geo = 'au-states.geojson'
total_dist = Counter(state_data['State'])

m = folium.Map(location=[-33.8, 151.2], zoom_start=3)

folium.Choropleth(
    geo_data=state_geo,
    name="choropleth",
    data=total_dist,
    columns=["State", "DistilBERT_Score"],
    key_on="feature.id",
    fill_color="YlOrRd",
    fill_opacity=0.7,
    line_opacity=0.2,
    legend_name="Distribution of Twitter Tweeets",
).add_to(m)

folium.LayerControl().add_to(m)

folium.plugins.MiniMap().add_to(m)

# VIC
encoded = base64.b64encode(open('Images/VIC.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
vic_popup = folium.Popup(iframe, max_width=500)
folium.Marker(
    location=[-36.967449, 144.525337],
    icon=folium.Icon(icon='pin'),
    popup=vic_popup,
).add_to(m)

# NSW
encoded = base64.b64encode(open('Images/NSW.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
nsw_popup = folium.Popup(iframe, max_width=500)
folium.Marker(
    location=[-32.731841, 146.359764],
    icon=folium.Icon(icon='pin'),
    popup=nsw_popup,
).add_to(m)

# QLD
encoded = base64.b64encode(open('Images/QLD.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
qld_popup = folium.Popup(iframe, max_width=500)
folium.Marker(
    location=[-22.71539, 144.688883],
    icon=folium.Icon(icon='pin'),
    popup=qld_popup,
).add_to(m)

# SA
encoded = base64.b64encode(open('Images/SA.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
sa_popup = folium.Popup(iframe, max_width=500)
folium.Marker(
    location=[-29.726222, 135.543457],
    icon=folium.Icon(icon='pin'),
    popup=sa_popup,
).add_to(m)

# WA
encoded = base64.b64encode(open('Images/WA.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
wa_popup = folium.Popup(iframe, max_width=500)
folium.Marker(
    location=[-25.522615, 122.056764],
    icon=folium.Icon(icon='pin'),
    popup=wa_popup,
).add_to(m)

# TAS
encoded = base64.b64encode(open('Images/TAS.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
tas_popup = folium.Popup(iframe, max_width=500)
folium.Marker(
    location=[-42.065607, 146.669386],
    icon=folium.Icon(icon='pin'),
    popup=tas_popup,
).add_to(m)

# NT
encoded = base64.b64encode(open('Images/NT.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
nt_popup = folium.Popup(iframe, max_width=500)
folium.Marker(
    location=[-19.352611, 133.431428],
    icon=folium.Icon(icon='pin'),
    popup=nt_popup,
).add_to(m)

# ACT
encoded = base64.b64encode(open('Images/ACT.png', 'rb').read())
html = '<img src="data:image/png;base64,{}">'.format
iframe = IFrame(html(encoded.decode('UTF-8')), width=500, height=300)
act_popup = folium.Popup(iframe, max_width=500)
folium.Marker(
    location=[-35.496456, 148.938881],
    icon=folium.Icon(icon='pin'),
    popup=act_popup,
).add_to(m)

m
Out[30]:
Make this Notebook Trusted to load map: File -> Trust Notebook